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Bernstein-von Mises theorem for sparse generalized linear models

Li, Hanqing et al.
arXiv (All) · Papers
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methodologystatistics-theory
We establish an oracle Bernstein-von Mises theorem for high-dimensional sparse generalized linear models under an outcome-independent spike-and-slab prior. The posterior consistently recovers the true active set and converges in total variation to the Gaussian law that would arise if this set were k
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